Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
As the world confronts the largest refugee crisis since World War II, wealthy countries are being called upon to open their doors to the displaced, with the assumption that this will restore their prospects for a bright future. Refuge follows Syrians who fled a brutal war in their homeland as they attempt to rebuild in countries of resettlement. Their experiences reveal that these countries are not saviors; they can deny newcomers' potential by failing to recognize their abilities and invest in the tools they need to prosper. Heba Gowayed spent three years documenting the journeys of Syrian families from similar economic and social backgrounds during their crucial first years of resettlement in the United States and Canada and asylum in Germany. All three countries offer a legal solution to displacement, while simultaneously minoritizing newcomers through policies that fail to recognize their histories, aspirations, and personhood. The United States stands out for its emphasis on “self-sufficiency” that integ
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it